Post-editing Productivity with Neural Machine Translation: An Empirical Assessment of Speed and Quality in the Banking and Finance Domain
June 04, 2019 ยท Declared Dead ยท ๐ Machine Translation Summit
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Authors
Samuel Lรคubli, Chantal Amrhein, Patrick Dรผggelin, Beatriz Gonzalez, Alena Zwahlen, Martin Volk
arXiv ID
1906.01685
Category
cs.CL: Computation & Language
Citations
30
Venue
Machine Translation Summit
Last Checked
4 months ago
Abstract
Neural machine translation (NMT) has set new quality standards in automatic translation, yet its effect on post-editing productivity is still pending thorough investigation. We empirically test how the inclusion of NMT, in addition to domain-specific translation memories and termbases, impacts speed and quality in professional translation of financial texts. We find that even with language pairs that have received little attention in research settings and small amounts of in-domain data for system adaptation, NMT post-editing allows for substantial time savings and leads to equal or slightly better quality.
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